He straightened his back, attempting a confident posture that immediately felt unnatural. He scanned the faces in the crowd, trying to find a friendly face, a lifeline. The room felt oppressively warm, the noise of the chattering guests suddenly irritating. He was acutely aware of every single physical sensation: the tightness of his collar, the discomfort of his shoes, the prickling sensation of sweat beneath his arms.

He began to speak, his voice wavering with each sentence. He’d envisioned a heartfelt tribute, but the words felt like lead in his mouth. He flubbed a joke, and the forced laughter that followed only made the feeling worse. He struggled to maintain eye contact with anyone, fearing a visible sign of his floundering.

He sensed his siblings' pitying glances. His uncle, a renowned public speaker, was smirking slightly. He wanted to scream. He forced himself to the end, eager to escape this torturous performance.

Emotion: humiliated

Cluster: Embarrassment
PC1 (Valence): -1.79 Negative
PC2 (Disposition): 0.93

Role in Research

This story is one of 1,000 stories generated for the emotion humiliated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 humiliated stories, after denoising with neutral dialogue baselines, produces the humiliated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the humiliated vector is projected through the unembedding matrix.

Promoted:
C0.370
l0.329
尴尬0.322
ness0.303
because0.298
Suppressed:
de-0.369
own-0.254
😍-0.253
🤩-0.245
cautiously-0.228